Overview

Dataset statistics

Number of variables20
Number of observations338592
Missing cells0
Missing cells (%)0.0%
Duplicate rows321600
Duplicate rows (%)95.0%
Total size in memory51.7 MiB
Average record size in memory160.0 B

Variable types

Numeric20

Warnings

Dataset has 321600 (95.0%) duplicate rows Duplicates
Ba5Chakukaisu2 has 251384 (74.2%) zeros Zeros
Ba5Chakukaisu3 has 247675 (73.1%) zeros Zeros
Ba5Chakukaisu4 has 246151 (72.7%) zeros Zeros
Ba5Chakukaisu5 has 245320 (72.5%) zeros Zeros
Ba5Chakukaisu6 has 85840 (25.4%) zeros Zeros
Ba6Chakukaisu1 has 282791 (83.5%) zeros Zeros
Ba6Chakukaisu2 has 288404 (85.2%) zeros Zeros
Ba6Chakukaisu3 has 286005 (84.5%) zeros Zeros
Ba6Chakukaisu4 has 287877 (85.0%) zeros Zeros
Ba6Chakukaisu5 has 286365 (84.6%) zeros Zeros
Ba6Chakukaisu6 has 152732 (45.1%) zeros Zeros
Ba7Chakukaisu1 has 324458 (95.8%) zeros Zeros
Ba7Chakukaisu2 has 326718 (96.5%) zeros Zeros
Ba7Chakukaisu3 has 326324 (96.4%) zeros Zeros
Ba7Chakukaisu4 has 326940 (96.6%) zeros Zeros
Ba7Chakukaisu5 has 326522 (96.4%) zeros Zeros
Ba7Chakukaisu6 has 302435 (89.3%) zeros Zeros
Jyotai1Chakukaisu1 has 238019 (70.3%) zeros Zeros
Jyotai1Chakukaisu2 has 243569 (71.9%) zeros Zeros
Jyotai1Chakukaisu3 has 236456 (69.8%) zeros Zeros

Reproduction

Analysis started2021-04-07 13:18:14.967253
Analysis finished2021-04-07 13:20:22.048913
Duration2 minutes and 7.08 seconds
Software versionpandas-profiling v2.11.0
Download configurationconfig.yaml

Variables

Ba5Chakukaisu2
Real number (ℝ≥0)

ZEROS

Distinct13
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.534333357
Minimum0
Maximum17
Zeros251384
Zeros (%)74.2%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile3
Maximum17
Range17
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.171694658
Coefficient of variation (CV)2.192815857
Kurtosis12.03681642
Mean0.534333357
Median Absolute Deviation (MAD)0
Skewness3.049101124
Sum180921
Variance1.372868371
MonotocityNot monotonic
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0251384
74.2%
142073
 
12.4%
221386
 
6.3%
311188
 
3.3%
45934
 
1.8%
53654
 
1.1%
61660
 
0.5%
7602
 
0.2%
8366
 
0.1%
9179
 
0.1%
Other values (3)166
 
< 0.1%
ValueCountFrequency (%)
0251384
74.2%
142073
 
12.4%
221386
 
6.3%
311188
 
3.3%
45934
 
1.8%
ValueCountFrequency (%)
178
 
< 0.1%
1177
 
< 0.1%
1081
 
< 0.1%
9179
0.1%
8366
0.1%

Ba5Chakukaisu3
Real number (ℝ≥0)

ZEROS

Distinct12
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5133848408
Minimum0
Maximum11
Zeros247675
Zeros (%)73.1%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile3
Maximum11
Range11
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.09009669
Coefficient of variation (CV)2.123351925
Kurtosis11.36525144
Mean0.5133848408
Median Absolute Deviation (MAD)0
Skewness2.979129338
Sum173828
Variance1.188310794
MonotocityNot monotonic
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0247675
73.1%
148088
 
14.2%
222079
 
6.5%
310649
 
3.1%
45052
 
1.5%
52766
 
0.8%
61154
 
0.3%
7650
 
0.2%
8326
 
0.1%
961
 
< 0.1%
Other values (2)92
 
< 0.1%
ValueCountFrequency (%)
0247675
73.1%
148088
 
14.2%
222079
 
6.5%
310649
 
3.1%
45052
 
1.5%
ValueCountFrequency (%)
1146
 
< 0.1%
1046
 
< 0.1%
961
 
< 0.1%
8326
0.1%
7650
0.2%

Ba5Chakukaisu4
Real number (ℝ≥0)

ZEROS

Distinct12
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5022032417
Minimum0
Maximum11
Zeros246151
Zeros (%)72.7%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile3
Maximum11
Range11
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.048817657
Coefficient of variation (CV)2.08843267
Kurtosis12.26992136
Mean0.5022032417
Median Absolute Deviation (MAD)0
Skewness3.002857325
Sum170042
Variance1.100018478
MonotocityNot monotonic
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0246151
72.7%
150471
 
14.9%
222523
 
6.7%
310919
 
3.2%
44466
 
1.3%
52234
 
0.7%
6885
 
0.3%
7549
 
0.2%
8137
 
< 0.1%
9134
 
< 0.1%
Other values (2)123
 
< 0.1%
ValueCountFrequency (%)
0246151
72.7%
150471
 
14.9%
222523
 
6.7%
310919
 
3.2%
44466
 
1.3%
ValueCountFrequency (%)
1149
 
< 0.1%
1074
 
< 0.1%
9134
 
< 0.1%
8137
 
< 0.1%
7549
0.2%

Ba5Chakukaisu5
Real number (ℝ≥0)

ZEROS

Distinct12
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4790514838
Minimum0
Maximum12
Zeros245320
Zeros (%)72.5%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile3
Maximum12
Range12
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.9914910578
Coefficient of variation (CV)2.069696246
Kurtosis14.68900608
Mean0.4790514838
Median Absolute Deviation (MAD)0
Skewness3.119488554
Sum162203
Variance0.9830545176
MonotocityNot monotonic
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0245320
72.5%
154452
 
16.1%
221708
 
6.4%
39840
 
2.9%
44317
 
1.3%
51813
 
0.5%
6472
 
0.1%
7280
 
0.1%
10165
 
< 0.1%
8141
 
< 0.1%
Other values (2)84
 
< 0.1%
ValueCountFrequency (%)
0245320
72.5%
154452
 
16.1%
221708
 
6.4%
39840
 
2.9%
44317
 
1.3%
ValueCountFrequency (%)
1252
 
< 0.1%
10165
< 0.1%
932
 
< 0.1%
8141
< 0.1%
7280
0.1%

Ba5Chakukaisu6
Real number (ℝ≥0)

ZEROS

Distinct39
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.420825064
Minimum0
Maximum39
Zeros85840
Zeros (%)25.4%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q35
95-th percentile12
Maximum39
Range39
Interquartile range (IQR)5

Descriptive statistics

Standard deviation4.249075494
Coefficient of variation (CV)1.242120078
Kurtosis6.003360492
Mean3.420825064
Median Absolute Deviation (MAD)2
Skewness2.116971607
Sum1158264
Variance18.05464256
MonotocityNot monotonic
Histogram with fixed size bins (bins=39)
ValueCountFrequency (%)
085840
25.4%
164126
18.9%
244017
13.0%
331286
 
9.2%
422673
 
6.7%
517975
 
5.3%
614073
 
4.2%
711129
 
3.3%
89089
 
2.7%
97357
 
2.2%
Other values (29)31027
 
9.2%
ValueCountFrequency (%)
085840
25.4%
164126
18.9%
244017
13.0%
331286
 
9.2%
422673
 
6.7%
ValueCountFrequency (%)
397
 
< 0.1%
3854
< 0.1%
369
 
< 0.1%
3512
 
< 0.1%
344
 
< 0.1%

Ba6Chakukaisu1
Real number (ℝ≥0)

ZEROS

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2422354929
Minimum0
Maximum7
Zeros282791
Zeros (%)83.5%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6405862925
Coefficient of variation (CV)2.644477426
Kurtosis14.58611459
Mean0.2422354929
Median Absolute Deviation (MAD)0
Skewness3.437166243
Sum82019
Variance0.4103507982
MonotocityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0282791
83.5%
138377
 
11.3%
211202
 
3.3%
34304
 
1.3%
41397
 
0.4%
5412
 
0.1%
685
 
< 0.1%
724
 
< 0.1%
ValueCountFrequency (%)
0282791
83.5%
138377
 
11.3%
211202
 
3.3%
34304
 
1.3%
41397
 
0.4%
ValueCountFrequency (%)
724
 
< 0.1%
685
 
< 0.1%
5412
 
0.1%
41397
 
0.4%
34304
1.3%

Ba6Chakukaisu2
Real number (ℝ≥0)

ZEROS

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2377138267
Minimum0
Maximum7
Zeros288404
Zeros (%)85.2%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.682069478
Coefficient of variation (CV)2.869288201
Kurtosis18.69918408
Mean0.2377138267
Median Absolute Deviation (MAD)0
Skewness3.85608258
Sum80488
Variance0.4652187729
MonotocityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0288404
85.2%
131268
 
9.2%
211835
 
3.5%
34306
 
1.3%
41704
 
0.5%
5784
 
0.2%
7150
 
< 0.1%
6141
 
< 0.1%
ValueCountFrequency (%)
0288404
85.2%
131268
 
9.2%
211835
 
3.5%
34306
 
1.3%
41704
 
0.5%
ValueCountFrequency (%)
7150
 
< 0.1%
6141
 
< 0.1%
5784
 
0.2%
41704
 
0.5%
34306
1.3%

Ba6Chakukaisu3
Real number (ℝ≥0)

ZEROS

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2293674983
Minimum0
Maximum7
Zeros286005
Zeros (%)84.5%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6347360106
Coefficient of variation (CV)2.767331968
Kurtosis18.17652021
Mean0.2293674983
Median Absolute Deviation (MAD)0
Skewness3.76124781
Sum77662
Variance0.4028898032
MonotocityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0286005
84.5%
136220
 
10.7%
210786
 
3.2%
33535
 
1.0%
41252
 
0.4%
5512
 
0.2%
6277
 
0.1%
75
 
< 0.1%
ValueCountFrequency (%)
0286005
84.5%
136220
 
10.7%
210786
 
3.2%
33535
 
1.0%
41252
 
0.4%
ValueCountFrequency (%)
75
 
< 0.1%
6277
 
0.1%
5512
 
0.2%
41252
 
0.4%
33535
1.0%

Ba6Chakukaisu4
Real number (ℝ≥0)

ZEROS

Distinct10
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2178728381
Minimum0
Maximum9
Zeros287877
Zeros (%)85.0%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum9
Range9
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.612174413
Coefficient of variation (CV)2.809778485
Kurtosis21.30408031
Mean0.2178728381
Median Absolute Deviation (MAD)0
Skewness3.909249369
Sum73770
Variance0.374757512
MonotocityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
0287877
85.0%
135027
 
10.3%
210948
 
3.2%
33097
 
0.9%
41019
 
0.3%
5385
 
0.1%
6184
 
0.1%
834
 
< 0.1%
916
 
< 0.1%
75
 
< 0.1%
ValueCountFrequency (%)
0287877
85.0%
135027
 
10.3%
210948
 
3.2%
33097
 
0.9%
41019
 
0.3%
ValueCountFrequency (%)
916
 
< 0.1%
834
 
< 0.1%
75
 
< 0.1%
6184
0.1%
5385
0.1%

Ba6Chakukaisu5
Real number (ℝ≥0)

ZEROS

Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2144793734
Minimum0
Maximum6
Zeros286365
Zeros (%)84.6%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5810614463
Coefficient of variation (CV)2.709171689
Kurtosis15.68264032
Mean0.2144793734
Median Absolute Deviation (MAD)0
Skewness3.520284865
Sum72621
Variance0.3376324044
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0286365
84.6%
137839
 
11.2%
210120
 
3.0%
32959
 
0.9%
4950
 
0.3%
5289
 
0.1%
670
 
< 0.1%
ValueCountFrequency (%)
0286365
84.6%
137839
 
11.2%
210120
 
3.0%
32959
 
0.9%
4950
 
0.3%
ValueCountFrequency (%)
670
 
< 0.1%
5289
 
0.1%
4950
 
0.3%
32959
 
0.9%
210120
3.0%

Ba6Chakukaisu6
Real number (ℝ≥0)

ZEROS

Distinct26
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.595135148
Minimum0
Maximum26
Zeros152732
Zeros (%)45.1%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q32
95-th percentile6
Maximum26
Range26
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.43569931
Coefficient of variation (CV)1.526954825
Kurtosis10.79004687
Mean1.595135148
Median Absolute Deviation (MAD)1
Skewness2.724526415
Sum540100
Variance5.932631129
MonotocityNot monotonic
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%)
0152732
45.1%
171457
21.1%
240377
 
11.9%
324442
 
7.2%
415500
 
4.6%
510603
 
3.1%
66691
 
2.0%
74930
 
1.5%
83412
 
1.0%
92420
 
0.7%
Other values (16)6028
 
1.8%
ValueCountFrequency (%)
0152732
45.1%
171457
21.1%
240377
 
11.9%
324442
 
7.2%
415500
 
4.6%
ValueCountFrequency (%)
2625
< 0.1%
2440
< 0.1%
2319
< 0.1%
2247
< 0.1%
2128
< 0.1%

Ba7Chakukaisu1
Real number (ℝ≥0)

ZEROS

Distinct12
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.06550361497
Minimum0
Maximum16
Zeros324458
Zeros (%)95.8%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum16
Range16
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4075979894
Coefficient of variation (CV)6.222526643
Kurtosis279.8427778
Mean0.06550361497
Median Absolute Deviation (MAD)0
Skewness12.51499646
Sum22179
Variance0.1661361209
MonotocityNot monotonic
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0324458
95.8%
19978
 
2.9%
22307
 
0.7%
31063
 
0.3%
4271
 
0.1%
5244
 
0.1%
6123
 
< 0.1%
781
 
< 0.1%
1626
 
< 0.1%
918
 
< 0.1%
Other values (2)23
 
< 0.1%
ValueCountFrequency (%)
0324458
95.8%
19978
 
2.9%
22307
 
0.7%
31063
 
0.3%
4271
 
0.1%
ValueCountFrequency (%)
1626
 
< 0.1%
119
 
< 0.1%
918
 
< 0.1%
814
 
< 0.1%
781
< 0.1%

Ba7Chakukaisu2
Real number (ℝ≥0)

ZEROS

Distinct10
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.06399147056
Minimum0
Maximum10
Zeros326718
Zeros (%)96.5%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum10
Range10
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4031328858
Coefficient of variation (CV)6.299790929
Kurtosis99.17609468
Mean0.06399147056
Median Absolute Deviation (MAD)0
Skewness8.732895637
Sum21667
Variance0.1625161236
MonotocityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
0326718
96.5%
16481
 
1.9%
22868
 
0.8%
31403
 
0.4%
4650
 
0.2%
5327
 
0.1%
694
 
< 0.1%
935
 
< 0.1%
711
 
< 0.1%
105
 
< 0.1%
ValueCountFrequency (%)
0326718
96.5%
16481
 
1.9%
22868
 
0.8%
31403
 
0.4%
4650
 
0.2%
ValueCountFrequency (%)
105
 
< 0.1%
935
 
< 0.1%
711
 
< 0.1%
694
 
< 0.1%
5327
0.1%

Ba7Chakukaisu3
Real number (ℝ≥0)

ZEROS

Distinct10
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.06315860977
Minimum0
Maximum10
Zeros326324
Zeros (%)96.4%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum10
Range10
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4047773911
Coefficient of variation (CV)6.408902802
Kurtosis134.1446282
Mean0.06315860977
Median Absolute Deviation (MAD)0
Skewness9.88652454
Sum21385
Variance0.1638447364
MonotocityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
0326324
96.4%
17314
 
2.2%
22915
 
0.9%
31043
 
0.3%
4492
 
0.1%
5205
 
0.1%
7131
 
< 0.1%
6111
 
< 0.1%
934
 
< 0.1%
1023
 
< 0.1%
ValueCountFrequency (%)
0326324
96.4%
17314
 
2.2%
22915
 
0.9%
31043
 
0.3%
4492
 
0.1%
ValueCountFrequency (%)
1023
 
< 0.1%
934
 
< 0.1%
7131
< 0.1%
6111
< 0.1%
5205
0.1%

Ba7Chakukaisu4
Real number (ℝ≥0)

ZEROS

Distinct9
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.06070137511
Minimum0
Maximum8
Zeros326940
Zeros (%)96.6%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum8
Range8
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3861174302
Coefficient of variation (CV)6.360933825
Kurtosis109.6825547
Mean0.06070137511
Median Absolute Deviation (MAD)0
Skewness9.089118458
Sum20553
Variance0.1490866699
MonotocityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
0326940
96.6%
16476
 
1.9%
22983
 
0.9%
31423
 
0.4%
4417
 
0.1%
5145
 
< 0.1%
787
 
< 0.1%
664
 
< 0.1%
857
 
< 0.1%
ValueCountFrequency (%)
0326940
96.6%
16476
 
1.9%
22983
 
0.9%
31423
 
0.4%
4417
 
0.1%
ValueCountFrequency (%)
857
 
< 0.1%
787
 
< 0.1%
664
 
< 0.1%
5145
 
< 0.1%
4417
0.1%

Ba7Chakukaisu5
Real number (ℝ≥0)

ZEROS

Distinct10
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.05775092146
Minimum0
Maximum10
Zeros326522
Zeros (%)96.4%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum10
Range10
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3620669738
Coefficient of variation (CV)6.269457953
Kurtosis126.2381017
Mean0.05775092146
Median Absolute Deviation (MAD)0
Skewness9.433875794
Sum19554
Variance0.1310924935
MonotocityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
0326522
96.4%
17546
 
2.2%
22898
 
0.9%
3892
 
0.3%
4456
 
0.1%
6105
 
< 0.1%
5105
 
< 0.1%
830
 
< 0.1%
721
 
< 0.1%
1017
 
< 0.1%
ValueCountFrequency (%)
0326522
96.4%
17546
 
2.2%
22898
 
0.9%
3892
 
0.3%
4456
 
0.1%
ValueCountFrequency (%)
1017
 
< 0.1%
830
 
< 0.1%
721
 
< 0.1%
6105
< 0.1%
5105
< 0.1%

Ba7Chakukaisu6
Real number (ℝ≥0)

ZEROS

Distinct26
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3751240431
Minimum0
Maximum32
Zeros302435
Zeros (%)89.3%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum32
Range32
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.565911663
Coefficient of variation (CV)4.174383626
Kurtosis62.69973951
Mean0.3751240431
Median Absolute Deviation (MAD)0
Skewness6.874316099
Sum127014
Variance2.452079337
MonotocityNot monotonic
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%)
0302435
89.3%
110517
 
3.1%
29127
 
2.7%
35338
 
1.6%
42998
 
0.9%
51758
 
0.5%
61401
 
0.4%
71123
 
0.3%
8971
 
0.3%
9596
 
0.2%
Other values (16)2328
 
0.7%
ValueCountFrequency (%)
0302435
89.3%
110517
 
3.1%
29127
 
2.7%
35338
 
1.6%
42998
 
0.9%
ValueCountFrequency (%)
321
 
< 0.1%
2736
< 0.1%
2424
 
< 0.1%
2317
 
< 0.1%
2178
< 0.1%

Jyotai1Chakukaisu1
Real number (ℝ≥0)

ZEROS

Distinct13
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6651397552
Minimum0
Maximum12
Zeros238019
Zeros (%)70.3%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile4
Maximum12
Range12
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.286355657
Coefficient of variation (CV)1.933962971
Kurtosis5.91353963
Mean0.6651397552
Median Absolute Deviation (MAD)0
Skewness2.333333425
Sum225211
Variance1.654710877
MonotocityNot monotonic
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0238019
70.3%
142121
 
12.4%
223015
 
6.8%
317449
 
5.2%
410175
 
3.0%
54864
 
1.4%
61668
 
0.5%
7850
 
0.3%
8255
 
0.1%
989
 
< 0.1%
Other values (3)87
 
< 0.1%
ValueCountFrequency (%)
0238019
70.3%
142121
 
12.4%
223015
 
6.8%
317449
 
5.2%
410175
 
3.0%
ValueCountFrequency (%)
127
 
< 0.1%
1110
 
< 0.1%
1070
 
< 0.1%
989
 
< 0.1%
8255
0.1%

Jyotai1Chakukaisu2
Real number (ℝ≥0)

ZEROS

Distinct12
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6468256781
Minimum0
Maximum14
Zeros243569
Zeros (%)71.9%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile4
Maximum14
Range14
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.341738642
Coefficient of variation (CV)2.074343501
Kurtosis8.96039619
Mean0.6468256781
Median Absolute Deviation (MAD)0
Skewness2.73531517
Sum219010
Variance1.800262583
MonotocityNot monotonic
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0243569
71.9%
140019
 
11.8%
223055
 
6.8%
313948
 
4.1%
48338
 
2.5%
54500
 
1.3%
62864
 
0.8%
71250
 
0.4%
8531
 
0.2%
9329
 
0.1%
Other values (2)189
 
0.1%
ValueCountFrequency (%)
0243569
71.9%
140019
 
11.8%
223055
 
6.8%
313948
 
4.1%
48338
 
2.5%
ValueCountFrequency (%)
1438
 
< 0.1%
10151
 
< 0.1%
9329
 
0.1%
8531
0.2%
71250
0.4%

Jyotai1Chakukaisu3
Real number (ℝ≥0)

ZEROS

Distinct12
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6240224223
Minimum0
Maximum12
Zeros236456
Zeros (%)69.8%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile3
Maximum12
Range12
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.229290979
Coefficient of variation (CV)1.969946808
Kurtosis8.401265823
Mean0.6240224223
Median Absolute Deviation (MAD)0
Skewness2.636440874
Sum211289
Variance1.511156311
MonotocityNot monotonic
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0236456
69.8%
149180
 
14.5%
224094
 
7.1%
314442
 
4.3%
47558
 
2.2%
53628
 
1.1%
61538
 
0.5%
7973
 
0.3%
8428
 
0.1%
9198
 
0.1%
Other values (2)97
 
< 0.1%
ValueCountFrequency (%)
0236456
69.8%
149180
 
14.5%
224094
 
7.1%
314442
 
4.3%
47558
 
2.2%
ValueCountFrequency (%)
124
 
< 0.1%
1093
 
< 0.1%
9198
 
0.1%
8428
0.1%
7973
0.3%

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

First rows

Ba5Chakukaisu2Ba5Chakukaisu3Ba5Chakukaisu4Ba5Chakukaisu5Ba5Chakukaisu6Ba6Chakukaisu1Ba6Chakukaisu2Ba6Chakukaisu3Ba6Chakukaisu4Ba6Chakukaisu5Ba6Chakukaisu6Ba7Chakukaisu1Ba7Chakukaisu2Ba7Chakukaisu3Ba7Chakukaisu4Ba7Chakukaisu5Ba7Chakukaisu6Jyotai1Chakukaisu1Jyotai1Chakukaisu2Jyotai1Chakukaisu3
000001000000000000120
100001000000000000120
200001000000000000120
300001000000000000120
400001000000000000334
500001000000000000334
600001000000000000334
700001000000000000334
800001000000000000334
900001000000000000334

Last rows

Ba5Chakukaisu2Ba5Chakukaisu3Ba5Chakukaisu4Ba5Chakukaisu5Ba5Chakukaisu6Ba6Chakukaisu1Ba6Chakukaisu2Ba6Chakukaisu3Ba6Chakukaisu4Ba6Chakukaisu5Ba6Chakukaisu6Ba7Chakukaisu1Ba7Chakukaisu2Ba7Chakukaisu3Ba7Chakukaisu4Ba7Chakukaisu5Ba7Chakukaisu6Jyotai1Chakukaisu1Jyotai1Chakukaisu2Jyotai1Chakukaisu3
33858200000000000000000001
33858300000000000000000000
33858400001000000000000000
33858500000000000000000000
33858600202100001000000000
33858700000000000000000000
33858800001000000000000212
33858900000000000000000000
33859000001000000000000000
33859100000000000000000000

Duplicate rows

Most frequent

Ba5Chakukaisu2Ba5Chakukaisu3Ba5Chakukaisu4Ba5Chakukaisu5Ba5Chakukaisu6Ba6Chakukaisu1Ba6Chakukaisu2Ba6Chakukaisu3Ba6Chakukaisu4Ba6Chakukaisu5Ba6Chakukaisu6Ba7Chakukaisu1Ba7Chakukaisu2Ba7Chakukaisu3Ba7Chakukaisu4Ba7Chakukaisu5Ba7Chakukaisu6Jyotai1Chakukaisu1Jyotai1Chakukaisu2Jyotai1Chakukaisu3count
12730000100000000000000012482
00000000000000000000011409
2325000020000000000000007399
1689000010000010000000005044
617000000000010000000004596
3050000030000000000000004080
2543000020000010000000003637
3456000040000000000000002272
3142000030000010000000002124
1000000000000000000012071